John sat frozen, the email displayed on his laptop screen. He read it again, slowly, deliberately, as if that would somehow change the words. His hands clenched into fists. His mouth felt dry.

He needed to be prepared. He needed a plan. He closed the email and opened his calendar, checking the dates. He had to know the deadlines. He started making lists. Everything he had to do. Everything he had to organize. Every contingency.

He felt a cold, hard determination settle over him. He started working. He had no time to waste.

Emotion: vigilant

Cluster: Suspicion / Vigilance
PC1 (Valence): -0.15 Negative
PC2 (Disposition): 1.11

Role in Research

This story is one of 1,000 stories generated for the emotion vigilant. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 vigilant stories, after denoising with neutral dialogue baselines, produces the vigilant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vigilant vector is projected through the unembedding matrix.

Promoted:
🕵0.354
🔍0.320
🔎0.320
🧐0.316
scrutin0.310
Suppressed:
L-0.499
B-0.402
H-0.372
la-0.330
S-0.318